Overview
Brought to you by YData
Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 5000 |
| Missing cells | 2827 |
| Missing cells (%) | 2.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 898.6 KiB |
| Average record size in memory | 184.0 B |
Variable types
| Text | 2 |
|---|---|
| Categorical | 7 |
| Numeric | 12 |
| Boolean | 2 |
Internet_Access_at_Home is highly imbalanced (52.2%) | Imbalance |
Attendance (%) has 516 (10.3%) missing values | Missing |
Assignments_Avg has 517 (10.3%) missing values | Missing |
Parent_Education_Level has 1794 (35.9%) missing values | Missing |
Student_ID has unique values | Unique |
Email has unique values | Unique |
Reproduction
| Analysis started | 2025-02-21 15:54:09.489413 |
|---|---|
| Analysis finished | 2025-02-21 15:54:18.280231 |
| Duration | 8.79 seconds |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
Student_ID
Text
Unique 
| Distinct | 5000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Unique
| Unique | 5000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | S1000 |
|---|---|
| 2nd row | S1001 |
| 3rd row | S1002 |
| 4th row | S1003 |
| 5th row | S1004 |
| Value | Count | Frequency (%) |
| s1008 | 1 | < 0.1% |
| s5999 | 1 | < 0.1% |
| s1000 | 1 | < 0.1% |
| s1001 | 1 | < 0.1% |
| s1002 | 1 | < 0.1% |
| s1003 | 1 | < 0.1% |
| s1004 | 1 | < 0.1% |
| s1005 | 1 | < 0.1% |
| s5984 | 1 | < 0.1% |
| s5985 | 1 | < 0.1% |
| Other values (4990) | 4990 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 5000 | |
| 5 | 2500 | |
| 1 | 2500 | |
| 3 | 2500 | |
| 2 | 2500 | |
| 4 | 2500 | |
| 9 | 1500 | 6.0% |
| 0 | 1500 | 6.0% |
| 6 | 1500 | 6.0% |
| 8 | 1500 | 6.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 20000 | |
| Uppercase Letter | 5000 | 20.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 2500 | |
| 1 | 2500 | |
| 3 | 2500 | |
| 2 | 2500 | |
| 4 | 2500 | |
| 9 | 1500 | |
| 0 | 1500 | |
| 6 | 1500 | |
| 8 | 1500 | |
| 7 | 1500 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 5000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 20000 | |
| Latin | 5000 | 20.0% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 5 | 2500 | |
| 1 | 2500 | |
| 3 | 2500 | |
| 2 | 2500 | |
| 4 | 2500 | |
| 9 | 1500 | |
| 0 | 1500 | |
| 6 | 1500 | |
| 8 | 1500 | |
| 7 | 1500 |
Latin
| Value | Count | Frequency (%) |
| S | 5000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 5000 | |
| 5 | 2500 | |
| 1 | 2500 | |
| 3 | 2500 | |
| 2 | 2500 | |
| 4 | 2500 | |
| 9 | 1500 | 6.0% |
| 0 | 1500 | 6.0% |
| 6 | 1500 | 6.0% |
| 8 | 1500 | 6.0% |
First_Name
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
| Maria | |
|---|---|
| Ahmed | |
| Ali | |
| Emma | |
| Sara | |
| Other values (3) |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.1328 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Omar |
|---|---|
| 2nd row | Maria |
| 3rd row | Ahmed |
| 4th row | Omar |
| 5th row | John |
Common Values
| Value | Count | Frequency (%) |
| Maria | 657 | |
| Ahmed | 651 | |
| Ali | 644 | |
| Emma | 628 | |
| Sara | 612 | |
| John | 608 | |
| Omar | 601 | |
| Liam | 599 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| maria | 657 | |
| ahmed | 651 | |
| ali | 644 | |
| emma | 628 | |
| sara | 612 | |
| john | 608 | |
| omar | 601 | |
| liam | 599 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 4366 | |
| m | 3107 | |
| i | 1900 | |
| r | 1870 | |
| A | 1295 | 6.3% |
| h | 1259 | 6.1% |
| M | 657 | 3.2% |
| e | 651 | 3.2% |
| d | 651 | 3.2% |
| l | 644 | 3.1% |
| Other values (7) | 4264 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 15664 | |
| Uppercase Letter | 5000 | 24.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 4366 | |
| m | 3107 | |
| i | 1900 | |
| r | 1870 | |
| h | 1259 | 8.0% |
| e | 651 | 4.2% |
| d | 651 | 4.2% |
| l | 644 | 4.1% |
| o | 608 | 3.9% |
| n | 608 | 3.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 1295 | |
| M | 657 | |
| E | 628 | |
| S | 612 | |
| J | 608 | |
| O | 601 | |
| L | 599 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 20664 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 4366 | |
| m | 3107 | |
| i | 1900 | |
| r | 1870 | |
| A | 1295 | 6.3% |
| h | 1259 | 6.1% |
| M | 657 | 3.2% |
| e | 651 | 3.2% |
| d | 651 | 3.2% |
| l | 644 | 3.1% |
| Other values (7) | 4264 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 20664 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 4366 | |
| m | 3107 | |
| i | 1900 | |
| r | 1870 | |
| A | 1295 | 6.3% |
| h | 1259 | 6.1% |
| M | 657 | 3.2% |
| e | 651 | 3.2% |
| d | 651 | 3.2% |
| l | 644 | 3.1% |
| Other values (7) | 4264 |
Last_Name
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
| Johnson | |
|---|---|
| Jones | |
| Davis | |
| Brown | |
| Smith |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.8338 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Williams |
|---|---|
| 2nd row | Brown |
| 3rd row | Jones |
| 4th row | Williams |
| 5th row | Smith |
Common Values
| Value | Count | Frequency (%) |
| Johnson | 868 | |
| Jones | 850 | |
| Davis | 829 | |
| Brown | 825 | |
| Smith | 817 | |
| Williams | 811 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| johnson | 868 | |
| jones | 850 | |
| davis | 829 | |
| brown | 825 | |
| smith | 817 | |
| williams | 811 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 3411 | |
| n | 3411 | |
| s | 3358 | |
| i | 3268 | |
| J | 1718 | 5.9% |
| h | 1685 | 5.8% |
| a | 1640 | 5.6% |
| m | 1628 | 5.6% |
| l | 1622 | 5.6% |
| e | 850 | 2.9% |
| Other values (8) | 6578 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 24169 | |
| Uppercase Letter | 5000 | 17.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 3411 | |
| n | 3411 | |
| s | 3358 | |
| i | 3268 | |
| h | 1685 | |
| a | 1640 | |
| m | 1628 | |
| l | 1622 | |
| e | 850 | 3.5% |
| v | 829 | 3.4% |
| Other values (3) | 2467 |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 1718 | |
| D | 829 | |
| B | 825 | |
| S | 817 | |
| W | 811 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 29169 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 3411 | |
| n | 3411 | |
| s | 3358 | |
| i | 3268 | |
| J | 1718 | 5.9% |
| h | 1685 | 5.8% |
| a | 1640 | 5.6% |
| m | 1628 | 5.6% |
| l | 1622 | 5.6% |
| e | 850 | 2.9% |
| Other values (8) | 6578 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 29169 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 3411 | |
| n | 3411 | |
| s | 3358 | |
| i | 3268 | |
| J | 1718 | 5.9% |
| h | 1685 | 5.8% |
| a | 1640 | 5.6% |
| m | 1628 | 5.6% |
| l | 1622 | 5.6% |
| e | 850 | 2.9% |
| Other values (8) | 6578 |
Email
Text
Unique 
| Distinct | 5000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
Length
| Max length | 26 |
|---|---|
| Median length | 26 |
| Mean length | 25.778 |
| Min length | 23 |
Unique
| Unique | 5000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | student0@university.com |
|---|---|
| 2nd row | student1@university.com |
| 3rd row | student2@university.com |
| 4th row | student3@university.com |
| 5th row | student4@university.com |
| Value | Count | Frequency (%) |
| student8@university.com | 1 | < 0.1% |
| student4999@university.com | 1 | < 0.1% |
| student0@university.com | 1 | < 0.1% |
| student1@university.com | 1 | < 0.1% |
| student2@university.com | 1 | < 0.1% |
| student3@university.com | 1 | < 0.1% |
| student4@university.com | 1 | < 0.1% |
| student5@university.com | 1 | < 0.1% |
| student4984@university.com | 1 | < 0.1% |
| student4985@university.com | 1 | < 0.1% |
| Other values (4990) | 4990 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 15000 | 11.6% |
| s | 10000 | 7.8% |
| u | 10000 | 7.8% |
| e | 10000 | 7.8% |
| n | 10000 | 7.8% |
| i | 10000 | 7.8% |
| d | 5000 | 3.9% |
| v | 5000 | 3.9% |
| @ | 5000 | 3.9% |
| . | 5000 | 3.9% |
| Other values (15) | 43890 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 100000 | |
| Decimal Number | 18890 | 14.7% |
| Other Punctuation | 10000 | 7.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 15000 | |
| s | 10000 | |
| u | 10000 | |
| e | 10000 | |
| n | 10000 | |
| i | 10000 | |
| d | 5000 | 5.0% |
| v | 5000 | 5.0% |
| c | 5000 | 5.0% |
| r | 5000 | 5.0% |
| Other values (3) | 15000 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2500 | |
| 4 | 2500 | |
| 3 | 2500 | |
| 2 | 2500 | |
| 9 | 1500 | |
| 5 | 1500 | |
| 8 | 1500 | |
| 6 | 1500 | |
| 7 | 1500 | |
| 0 | 1390 |
Other Punctuation
| Value | Count | Frequency (%) |
| @ | 5000 | |
| . | 5000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 100000 | |
| Common | 28890 | 22.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 15000 | |
| s | 10000 | |
| u | 10000 | |
| e | 10000 | |
| n | 10000 | |
| i | 10000 | |
| d | 5000 | 5.0% |
| v | 5000 | 5.0% |
| c | 5000 | 5.0% |
| r | 5000 | 5.0% |
| Other values (3) | 15000 |
Common
| Value | Count | Frequency (%) |
| @ | 5000 | |
| . | 5000 | |
| 1 | 2500 | |
| 4 | 2500 | |
| 3 | 2500 | |
| 2 | 2500 | |
| 9 | 1500 | 5.2% |
| 5 | 1500 | 5.2% |
| 8 | 1500 | 5.2% |
| 6 | 1500 | 5.2% |
| Other values (2) | 2890 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 128890 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 15000 | 11.6% |
| s | 10000 | 7.8% |
| u | 10000 | 7.8% |
| e | 10000 | 7.8% |
| n | 10000 | 7.8% |
| i | 10000 | 7.8% |
| d | 5000 | 3.9% |
| v | 5000 | 3.9% |
| @ | 5000 | 3.9% |
| . | 5000 | 3.9% |
| Other values (15) | 43890 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.9796 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Female |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Male | 2551 | |
| Female | 2449 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 2551 | |
| female | 2449 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 7449 | |
| a | 5000 | |
| l | 5000 | |
| M | 2551 | 10.2% |
| F | 2449 | 9.8% |
| m | 2449 | 9.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 19898 | |
| Uppercase Letter | 5000 | 20.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 7449 | |
| a | 5000 | |
| l | 5000 | |
| m | 2449 | 12.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 2551 | |
| F | 2449 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 24898 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 7449 | |
| a | 5000 | |
| l | 5000 | |
| M | 2551 | 10.2% |
| F | 2449 | 9.8% |
| m | 2449 | 9.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 24898 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 7449 | |
| a | 5000 | |
| l | 5000 | |
| M | 2551 | 10.2% |
| F | 2449 | 9.8% |
| m | 2449 | 9.8% |
Age
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.0484 |
| Minimum | 18 |
|---|---|
| Maximum | 24 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 19 |
| median | 21 |
| Q3 | 23 |
| 95-th percentile | 24 |
| Maximum | 24 |
| Range | 6 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 1.9897862 |
|---|---|
| Coefficient of variation (CV) | 0.094533848 |
| Kurtosis | -1.2355855 |
| Mean | 21.0484 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.037453183 |
| Sum | 105242 |
| Variance | 3.9592493 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 21 | 753 | |
| 23 | 734 | |
| 22 | 732 | |
| 24 | 723 | |
| 19 | 705 | |
| 18 | 682 | |
| 20 | 671 |
| Value | Count | Frequency (%) |
| 18 | 682 | |
| 19 | 705 | |
| 20 | 671 | |
| 21 | 753 | |
| 22 | 732 | |
| 23 | 734 | |
| 24 | 723 |
| Value | Count | Frequency (%) |
| 24 | 723 | |
| 23 | 734 | |
| 22 | 732 | |
| 21 | 753 | |
| 20 | 671 | |
| 19 | 705 | |
| 18 | 682 |
Department
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
| CS | |
|---|---|
| Engineering | |
| Business | |
| Mathematics |
Length
| Max length | 11 |
|---|---|
| Median length | 8 |
| Mean length | 6.7568 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Engineering |
|---|---|
| 2nd row | Engineering |
| 3rd row | Business |
| 4th row | Mathematics |
| 5th row | CS |
Common Values
| Value | Count | Frequency (%) |
| CS | 2022 | |
| Engineering | 1469 | |
| Business | 1006 | |
| Mathematics | 503 | 10.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| cs | 2022 | |
| engineering | 1469 | |
| business | 1006 | |
| mathematics | 503 | 10.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 5413 | |
| e | 4447 | |
| i | 4447 | |
| s | 3521 | |
| g | 2938 | |
| C | 2022 | 6.0% |
| S | 2022 | 6.0% |
| r | 1469 | 4.3% |
| E | 1469 | 4.3% |
| B | 1006 | 3.0% |
| Other values (7) | 5030 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 26762 | |
| Uppercase Letter | 7022 | 20.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 5413 | |
| e | 4447 | |
| i | 4447 | |
| s | 3521 | |
| g | 2938 | |
| r | 1469 | 5.5% |
| u | 1006 | 3.8% |
| a | 1006 | 3.8% |
| t | 1006 | 3.8% |
| h | 503 | 1.9% |
| Other values (2) | 1006 | 3.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 2022 | |
| S | 2022 | |
| E | 1469 | |
| B | 1006 | |
| M | 503 | 7.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 33784 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 5413 | |
| e | 4447 | |
| i | 4447 | |
| s | 3521 | |
| g | 2938 | |
| C | 2022 | 6.0% |
| S | 2022 | 6.0% |
| r | 1469 | 4.3% |
| E | 1469 | 4.3% |
| B | 1006 | 3.0% |
| Other values (7) | 5030 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 33784 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 5413 | |
| e | 4447 | |
| i | 4447 | |
| s | 3521 | |
| g | 2938 | |
| C | 2022 | 6.0% |
| S | 2022 | 6.0% |
| r | 1469 | 4.3% |
| E | 1469 | 4.3% |
| B | 1006 | 3.0% |
| Other values (7) | 5030 |
Attendance (%)
Real number (ℝ)
Missing 
| Distinct | 2980 |
|---|---|
| Distinct (%) | 66.5% |
| Missing | 516 |
| Missing (%) | 10.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.431409 |
| Minimum | 50.01 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 50.01 |
|---|---|
| 5-th percentile | 52.6415 |
| Q1 | 63.265 |
| median | 75.725 |
| Q3 | 87.4725 |
| 95-th percentile | 97.83 |
| Maximum | 100 |
| Range | 49.99 |
| Interquartile range (IQR) | 24.2075 |
Descriptive statistics
| Standard deviation | 14.372446 |
|---|---|
| Coefficient of variation (CV) | 0.19053662 |
| Kurtosis | -1.1661556 |
| Mean | 75.431409 |
| Median Absolute Deviation (MAD) | 12.055 |
| Skewness | -0.038599792 |
| Sum | 338234.44 |
| Variance | 206.56719 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 80.9 | 6 | 0.1% |
| 71.6 | 5 | 0.1% |
| 86.72 | 5 | 0.1% |
| 50.88 | 5 | 0.1% |
| 96.09 | 5 | 0.1% |
| 83.07 | 5 | 0.1% |
| 75.29 | 5 | 0.1% |
| 66.23 | 5 | 0.1% |
| 92.88 | 4 | 0.1% |
| 52.65 | 4 | 0.1% |
| Other values (2970) | 4435 | |
| (Missing) | 516 | 10.3% |
| Value | Count | Frequency (%) |
| 50.01 | 1 | |
| 50.03 | 1 | |
| 50.04 | 1 | |
| 50.05 | 1 | |
| 50.06 | 2 | |
| 50.07 | 1 | |
| 50.1 | 1 | |
| 50.13 | 1 | |
| 50.14 | 1 | |
| 50.16 | 1 |
| Value | Count | Frequency (%) |
| 100 | 1 | |
| 99.99 | 1 | |
| 99.96 | 2 | |
| 99.95 | 1 | |
| 99.94 | 1 | |
| 99.93 | 2 | |
| 99.91 | 1 | |
| 99.9 | 1 | |
| 99.89 | 2 | |
| 99.87 | 1 |
Midterm_Score
Real number (ℝ)
| Distinct | 3409 |
|---|---|
| Distinct (%) | 68.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.326844 |
| Minimum | 40 |
|---|---|
| Maximum | 99.98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 40 |
|---|---|
| 5-th percentile | 43.29 |
| Q1 | 55.4575 |
| median | 70.51 |
| Q3 | 84.97 |
| 95-th percentile | 97.121 |
| Maximum | 99.98 |
| Range | 59.98 |
| Interquartile range (IQR) | 29.5125 |
Descriptive statistics
| Standard deviation | 17.213209 |
|---|---|
| Coefficient of variation (CV) | 0.24476014 |
| Kurtosis | -1.1778091 |
| Mean | 70.326844 |
| Median Absolute Deviation (MAD) | 14.77 |
| Skewness | -0.0220554 |
| Sum | 351634.22 |
| Variance | 296.29455 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 63.19 | 5 | 0.1% |
| 93.56 | 5 | 0.1% |
| 86.71 | 5 | 0.1% |
| 87.83 | 5 | 0.1% |
| 81.42 | 5 | 0.1% |
| 81.59 | 5 | 0.1% |
| 85 | 5 | 0.1% |
| 50.51 | 5 | 0.1% |
| 86.34 | 5 | 0.1% |
| 44.03 | 4 | 0.1% |
| Other values (3399) | 4951 |
| Value | Count | Frequency (%) |
| 40 | 1 | |
| 40.01 | 2 | |
| 40.02 | 1 | |
| 40.03 | 1 | |
| 40.06 | 1 | |
| 40.07 | 1 | |
| 40.09 | 2 | |
| 40.1 | 2 | |
| 40.12 | 1 | |
| 40.15 | 1 |
| Value | Count | Frequency (%) |
| 99.98 | 1 | < 0.1% |
| 99.97 | 1 | < 0.1% |
| 99.96 | 1 | < 0.1% |
| 99.93 | 1 | < 0.1% |
| 99.92 | 1 | < 0.1% |
| 99.91 | 1 | < 0.1% |
| 99.9 | 1 | < 0.1% |
| 99.89 | 1 | < 0.1% |
| 99.88 | 3 | |
| 99.85 | 3 |
Final_Score
Real number (ℝ)
| Distinct | 3371 |
|---|---|
| Distinct (%) | 67.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.640788 |
| Minimum | 40 |
|---|---|
| Maximum | 99.98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 40 |
|---|---|
| 5-th percentile | 42.978 |
| Q1 | 54.6675 |
| median | 69.735 |
| Q3 | 84.5 |
| 95-th percentile | 96.79 |
| Maximum | 99.98 |
| Range | 59.98 |
| Interquartile range (IQR) | 29.8325 |
Descriptive statistics
| Standard deviation | 17.238744 |
|---|---|
| Coefficient of variation (CV) | 0.24753804 |
| Kurtosis | -1.1999614 |
| Mean | 69.640788 |
| Median Absolute Deviation (MAD) | 14.945 |
| Skewness | 0.018828204 |
| Sum | 348203.94 |
| Variance | 297.1743 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 57.47 | 6 | 0.1% |
| 52.34 | 5 | 0.1% |
| 54.02 | 5 | 0.1% |
| 65.08 | 5 | 0.1% |
| 44.49 | 5 | 0.1% |
| 47.03 | 5 | 0.1% |
| 59.86 | 5 | 0.1% |
| 49.53 | 5 | 0.1% |
| 46.4 | 5 | 0.1% |
| 82.64 | 5 | 0.1% |
| Other values (3361) | 4949 |
| Value | Count | Frequency (%) |
| 40 | 1 | < 0.1% |
| 40.01 | 3 | |
| 40.02 | 1 | < 0.1% |
| 40.07 | 1 | < 0.1% |
| 40.09 | 1 | < 0.1% |
| 40.12 | 2 | |
| 40.13 | 1 | < 0.1% |
| 40.18 | 1 | < 0.1% |
| 40.19 | 1 | < 0.1% |
| 40.2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 99.98 | 3 | |
| 99.97 | 1 | < 0.1% |
| 99.96 | 1 | < 0.1% |
| 99.95 | 1 | < 0.1% |
| 99.94 | 1 | < 0.1% |
| 99.93 | 2 | |
| 99.91 | 1 | < 0.1% |
| 99.88 | 1 | < 0.1% |
| 99.86 | 2 | |
| 99.85 | 3 |
Assignments_Avg
Real number (ℝ)
Missing 
| Distinct | 2993 |
|---|---|
| Distinct (%) | 66.8% |
| Missing | 517 |
| Missing (%) | 10.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.798673 |
| Minimum | 50 |
|---|---|
| Maximum | 99.98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 52.451 |
| Q1 | 62.09 |
| median | 74.81 |
| Q3 | 86.97 |
| 95-th percentile | 97.35 |
| Maximum | 99.98 |
| Range | 49.98 |
| Interquartile range (IQR) | 24.88 |
Descriptive statistics
| Standard deviation | 14.411799 |
|---|---|
| Coefficient of variation (CV) | 0.19267453 |
| Kurtosis | -1.2007992 |
| Mean | 74.798673 |
| Median Absolute Deviation (MAD) | 12.46 |
| Skewness | 0.016206722 |
| Sum | 335322.45 |
| Variance | 207.69996 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 74.69 | 6 | 0.1% |
| 97.65 | 5 | 0.1% |
| 52.16 | 5 | 0.1% |
| 78.62 | 5 | 0.1% |
| 95.96 | 5 | 0.1% |
| 62.66 | 5 | 0.1% |
| 69.33 | 5 | 0.1% |
| 84.33 | 5 | 0.1% |
| 92.42 | 5 | 0.1% |
| 87.44 | 5 | 0.1% |
| Other values (2983) | 4432 | |
| (Missing) | 517 | 10.3% |
| Value | Count | Frequency (%) |
| 50 | 2 | |
| 50.01 | 1 | |
| 50.02 | 1 | |
| 50.04 | 2 | |
| 50.06 | 1 | |
| 50.08 | 1 | |
| 50.09 | 2 | |
| 50.11 | 2 | |
| 50.13 | 2 | |
| 50.14 | 1 |
| Value | Count | Frequency (%) |
| 99.98 | 1 | |
| 99.96 | 1 | |
| 99.95 | 1 | |
| 99.93 | 2 | |
| 99.92 | 2 | |
| 99.91 | 1 | |
| 99.87 | 1 | |
| 99.85 | 1 | |
| 99.83 | 1 | |
| 99.81 | 1 |
Quizzes_Avg
Real number (ℝ)
| Distinct | 3173 |
|---|---|
| Distinct (%) | 63.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.910728 |
| Minimum | 50.03 |
|---|---|
| Maximum | 99.96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 50.03 |
|---|---|
| 5-th percentile | 52.4175 |
| Q1 | 62.49 |
| median | 74.695 |
| Q3 | 87.63 |
| 95-th percentile | 97.5705 |
| Maximum | 99.96 |
| Range | 49.93 |
| Interquartile range (IQR) | 25.14 |
Descriptive statistics
| Standard deviation | 14.504281 |
|---|---|
| Coefficient of variation (CV) | 0.19362087 |
| Kurtosis | -1.2000987 |
| Mean | 74.910728 |
| Median Absolute Deviation (MAD) | 12.595 |
| Skewness | 0.017547427 |
| Sum | 374553.64 |
| Variance | 210.37416 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 78.97 | 7 | 0.1% |
| 91.53 | 6 | 0.1% |
| 96.38 | 5 | 0.1% |
| 52.25 | 5 | 0.1% |
| 64.69 | 5 | 0.1% |
| 94.06 | 5 | 0.1% |
| 79.86 | 5 | 0.1% |
| 58.92 | 5 | 0.1% |
| 54.87 | 5 | 0.1% |
| 73.79 | 5 | 0.1% |
| Other values (3163) | 4947 |
| Value | Count | Frequency (%) |
| 50.03 | 3 | |
| 50.06 | 2 | |
| 50.07 | 2 | |
| 50.08 | 1 | < 0.1% |
| 50.09 | 1 | < 0.1% |
| 50.11 | 2 | |
| 50.13 | 2 | |
| 50.14 | 1 | < 0.1% |
| 50.16 | 1 | < 0.1% |
| 50.17 | 4 |
| Value | Count | Frequency (%) |
| 99.96 | 2 | |
| 99.95 | 1 | |
| 99.94 | 2 | |
| 99.93 | 1 | |
| 99.92 | 1 | |
| 99.91 | 1 | |
| 99.9 | 1 | |
| 99.87 | 1 | |
| 99.86 | 2 | |
| 99.85 | 1 |
Participation_Score
Real number (ℝ)
| Distinct | 997 |
|---|---|
| Distinct (%) | 19.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.980024 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.53 |
| Q1 | 2.44 |
| median | 4.955 |
| Q3 | 7.5 |
| 95-th percentile | 9.49 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 5.06 |
Descriptive statistics
| Standard deviation | 2.890136 |
|---|---|
| Coefficient of variation (CV) | 0.5803458 |
| Kurtosis | -1.2118751 |
| Mean | 4.980024 |
| Median Absolute Deviation (MAD) | 2.535 |
| Skewness | 0.014938493 |
| Sum | 24900.12 |
| Variance | 8.3528862 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6.68 | 13 | 0.3% |
| 3.97 | 13 | 0.3% |
| 0.41 | 12 | 0.2% |
| 8.66 | 12 | 0.2% |
| 8.23 | 11 | 0.2% |
| 3.46 | 11 | 0.2% |
| 8.6 | 11 | 0.2% |
| 6.54 | 11 | 0.2% |
| 9.96 | 11 | 0.2% |
| 5.54 | 11 | 0.2% |
| Other values (987) | 4884 |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 0.01 | 3 | 0.1% |
| 0.02 | 8 | |
| 0.03 | 3 | 0.1% |
| 0.04 | 3 | 0.1% |
| 0.05 | 5 | |
| 0.06 | 2 | < 0.1% |
| 0.07 | 4 | |
| 0.08 | 6 | |
| 0.09 | 4 |
| Value | Count | Frequency (%) |
| 10 | 3 | 0.1% |
| 9.99 | 4 | 0.1% |
| 9.98 | 10 | |
| 9.97 | 3 | 0.1% |
| 9.96 | 11 | |
| 9.95 | 2 | < 0.1% |
| 9.94 | 9 | |
| 9.93 | 5 | |
| 9.92 | 6 | |
| 9.91 | 3 | 0.1% |
Projects_Score
Real number (ℝ)
| Distinct | 3141 |
|---|---|
| Distinct (%) | 62.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.92486 |
| Minimum | 50.01 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 50.01 |
|---|---|
| 5-th percentile | 52.3195 |
| Q1 | 62.32 |
| median | 74.98 |
| Q3 | 87.3675 |
| 95-th percentile | 97.23 |
| Maximum | 100 |
| Range | 49.99 |
| Interquartile range (IQR) | 25.0475 |
Descriptive statistics
| Standard deviation | 14.423415 |
|---|---|
| Coefficient of variation (CV) | 0.19250506 |
| Kurtosis | -1.209599 |
| Mean | 74.92486 |
| Median Absolute Deviation (MAD) | 12.53 |
| Skewness | -0.0029773478 |
| Sum | 374624.3 |
| Variance | 208.03489 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 81.41 | 6 | 0.1% |
| 81.23 | 6 | 0.1% |
| 84.57 | 5 | 0.1% |
| 84.13 | 5 | 0.1% |
| 52.54 | 5 | 0.1% |
| 57.64 | 5 | 0.1% |
| 90.31 | 5 | 0.1% |
| 53.68 | 5 | 0.1% |
| 69.24 | 5 | 0.1% |
| 90.16 | 5 | 0.1% |
| Other values (3131) | 4948 |
| Value | Count | Frequency (%) |
| 50.01 | 1 | < 0.1% |
| 50.02 | 2 | |
| 50.03 | 4 | |
| 50.04 | 3 | |
| 50.05 | 2 | |
| 50.07 | 2 | |
| 50.08 | 1 | < 0.1% |
| 50.09 | 1 | < 0.1% |
| 50.12 | 2 | |
| 50.16 | 2 |
| Value | Count | Frequency (%) |
| 100 | 1 | |
| 99.98 | 1 | |
| 99.97 | 1 | |
| 99.93 | 1 | |
| 99.92 | 1 | |
| 99.9 | 1 | |
| 99.89 | 2 | |
| 99.86 | 1 | |
| 99.85 | 1 | |
| 99.83 | 2 |
Total_Score
Real number (ℝ)
| Distinct | 3171 |
|---|---|
| Distinct (%) | 63.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.121804 |
| Minimum | 50.02 |
|---|---|
| Maximum | 99.99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 50.02 |
|---|---|
| 5-th percentile | 52.4495 |
| Q1 | 62.835 |
| median | 75.395 |
| Q3 | 87.6525 |
| 95-th percentile | 97.513 |
| Maximum | 99.99 |
| Range | 49.97 |
| Interquartile range (IQR) | 24.8175 |
Descriptive statistics
| Standard deviation | 14.399941 |
|---|---|
| Coefficient of variation (CV) | 0.19168791 |
| Kurtosis | -1.1929169 |
| Mean | 75.121804 |
| Median Absolute Deviation (MAD) | 12.415 |
| Skewness | -0.022384696 |
| Sum | 375609.02 |
| Variance | 207.35831 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 93.03 | 7 | 0.1% |
| 51.23 | 7 | 0.1% |
| 70.3 | 7 | 0.1% |
| 55.55 | 6 | 0.1% |
| 50.49 | 6 | 0.1% |
| 80.87 | 5 | 0.1% |
| 89.86 | 5 | 0.1% |
| 97.73 | 5 | 0.1% |
| 94.33 | 5 | 0.1% |
| 75.4 | 5 | 0.1% |
| Other values (3161) | 4942 |
| Value | Count | Frequency (%) |
| 50.02 | 1 | |
| 50.03 | 2 | |
| 50.04 | 1 | |
| 50.05 | 1 | |
| 50.06 | 1 | |
| 50.07 | 2 | |
| 50.08 | 2 | |
| 50.09 | 1 | |
| 50.11 | 1 | |
| 50.12 | 1 |
| Value | Count | Frequency (%) |
| 99.99 | 3 | |
| 99.98 | 2 | |
| 99.96 | 1 | < 0.1% |
| 99.95 | 1 | < 0.1% |
| 99.94 | 1 | < 0.1% |
| 99.91 | 1 | < 0.1% |
| 99.9 | 1 | < 0.1% |
| 99.85 | 1 | < 0.1% |
| 99.84 | 1 | < 0.1% |
| 99.82 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | F |
|---|---|
| 2nd row | A |
| 3rd row | D |
| 4th row | A |
| 5th row | F |
Common Values
| Value | Count | Frequency (%) |
| A | 1495 | |
| B | 978 | |
| D | 889 | |
| F | 844 | |
| C | 794 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| a | 1495 | |
| b | 978 | |
| d | 889 | |
| f | 844 | |
| c | 794 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 1495 | |
| B | 978 | |
| D | 889 | |
| F | 844 | |
| C | 794 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 5000 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 1495 | |
| B | 978 | |
| D | 889 | |
| F | 844 | |
| C | 794 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 1495 | |
| B | 978 | |
| D | 889 | |
| F | 844 | |
| C | 794 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 1495 | |
| B | 978 | |
| D | 889 | |
| F | 844 | |
| C | 794 |
Study_Hours_per_Week
Real number (ℝ)
| Distinct | 251 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.65886 |
| Minimum | 5 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 6.3 |
| Q1 | 11.4 |
| median | 17.5 |
| Q3 | 24.1 |
| 95-th percentile | 28.9 |
| Maximum | 30 |
| Range | 25 |
| Interquartile range (IQR) | 12.7 |
Descriptive statistics
| Standard deviation | 7.2758643 |
|---|---|
| Coefficient of variation (CV) | 0.41202344 |
| Kurtosis | -1.2220094 |
| Mean | 17.65886 |
| Median Absolute Deviation (MAD) | 6.3 |
| Skewness | 0.00074335589 |
| Sum | 88294.3 |
| Variance | 52.938201 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9.6 | 32 | 0.6% |
| 11.2 | 32 | 0.6% |
| 29.3 | 30 | 0.6% |
| 26.5 | 29 | 0.6% |
| 16.9 | 29 | 0.6% |
| 14.8 | 29 | 0.6% |
| 24.1 | 29 | 0.6% |
| 9.9 | 28 | 0.6% |
| 12.9 | 28 | 0.6% |
| 28.9 | 28 | 0.6% |
| Other values (241) | 4706 |
| Value | Count | Frequency (%) |
| 5 | 11 | |
| 5.1 | 19 | |
| 5.2 | 16 | |
| 5.3 | 17 | |
| 5.4 | 23 | |
| 5.5 | 14 | |
| 5.6 | 16 | |
| 5.7 | 8 | 0.2% |
| 5.8 | 27 | |
| 5.9 | 24 |
| Value | Count | Frequency (%) |
| 30 | 7 | 0.1% |
| 29.9 | 19 | |
| 29.8 | 28 | |
| 29.7 | 23 | |
| 29.6 | 26 | |
| 29.5 | 24 | |
| 29.4 | 22 | |
| 29.3 | 30 | |
| 29.2 | 27 | |
| 29.1 | 23 |
Extracurricular_Activities
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3493 | |
| True | 1507 |
Internet_Access_at_Home
Boolean
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 4485 | |
| False | 515 | 10.3% |
Parent_Education_Level
Categorical
Missing 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1794 |
| Missing (%) | 35.9% |
| Memory size | 39.2 KiB |
| PhD | |
|---|---|
| Bachelor's | |
| High School | |
| Master's |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 7.9713038 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | High School |
|---|---|
| 2nd row | Master's |
| 3rd row | High School |
| 4th row | High School |
| 5th row | PhD |
Common Values
| Value | Count | Frequency (%) |
| PhD | 820 | |
| Bachelor's | 810 | |
| High School | 796 | |
| Master's | 780 | |
| (Missing) | 1794 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| phd | 820 | |
| bachelor's | 810 | |
| high | 796 | |
| school | 796 | |
| master's | 780 |
Most occurring characters
| Value | Count | Frequency (%) |
| h | 3222 | |
| o | 2402 | 9.4% |
| s | 2370 | 9.3% |
| l | 1606 | 6.3% |
| c | 1606 | 6.3% |
| r | 1590 | 6.2% |
| e | 1590 | 6.2% |
| ' | 1590 | 6.2% |
| a | 1590 | 6.2% |
| D | 820 | 3.2% |
| Other values (9) | 7170 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 18348 | |
| Uppercase Letter | 4822 | 18.9% |
| Other Punctuation | 1590 | 6.2% |
| Space Separator | 796 | 3.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| h | 3222 | |
| o | 2402 | |
| s | 2370 | |
| l | 1606 | |
| c | 1606 | |
| r | 1590 | |
| e | 1590 | |
| a | 1590 | |
| i | 796 | 4.3% |
| g | 796 | 4.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| D | 820 | |
| P | 820 | |
| B | 810 | |
| H | 796 | |
| S | 796 | |
| M | 780 |
Other Punctuation
| Value | Count | Frequency (%) |
| ' | 1590 |
Space Separator
| Value | Count | Frequency (%) |
| 796 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 23170 | |
| Common | 2386 | 9.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| h | 3222 | |
| o | 2402 | |
| s | 2370 | |
| l | 1606 | 6.9% |
| c | 1606 | 6.9% |
| r | 1590 | 6.9% |
| e | 1590 | 6.9% |
| a | 1590 | 6.9% |
| D | 820 | 3.5% |
| P | 820 | 3.5% |
| Other values (7) | 5554 |
Common
| Value | Count | Frequency (%) |
| ' | 1590 | |
| 796 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25556 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| h | 3222 | |
| o | 2402 | 9.4% |
| s | 2370 | 9.3% |
| l | 1606 | 6.3% |
| c | 1606 | 6.3% |
| r | 1590 | 6.2% |
| e | 1590 | 6.2% |
| ' | 1590 | 6.2% |
| a | 1590 | 6.2% |
| D | 820 | 3.2% |
| Other values (9) | 7170 |
Family_Income_Level
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
| Low | |
|---|---|
| Medium | |
| High |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.3926 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Medium |
|---|---|
| 2nd row | Medium |
| 3rd row | Low |
| 4th row | High |
| 5th row | High |
Common Values
| Value | Count | Frequency (%) |
| Low | 1983 | |
| Medium | 1973 | |
| High | 1044 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| low | 1983 | |
| medium | 1973 | |
| high | 1044 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 3017 | |
| L | 1983 | |
| w | 1983 | |
| o | 1983 | |
| M | 1973 | |
| e | 1973 | |
| d | 1973 | |
| u | 1973 | |
| m | 1973 | |
| H | 1044 | 4.8% |
| Other values (2) | 2088 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 16963 | |
| Uppercase Letter | 5000 | 22.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 3017 | |
| w | 1983 | |
| o | 1983 | |
| e | 1973 | |
| d | 1973 | |
| u | 1973 | |
| m | 1973 | |
| g | 1044 | 6.2% |
| h | 1044 | 6.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 1983 | |
| M | 1973 | |
| H | 1044 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 21963 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 3017 | |
| L | 1983 | |
| w | 1983 | |
| o | 1983 | |
| M | 1973 | |
| e | 1973 | |
| d | 1973 | |
| u | 1973 | |
| m | 1973 | |
| H | 1044 | 4.8% |
| Other values (2) | 2088 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21963 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 3017 | |
| L | 1983 | |
| w | 1983 | |
| o | 1983 | |
| M | 1973 | |
| e | 1973 | |
| d | 1973 | |
| u | 1973 | |
| m | 1973 | |
| H | 1044 | 4.8% |
| Other values (2) | 2088 |
Stress_Level (1-10)
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.4808 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.8615501 |
|---|---|
| Coefficient of variation (CV) | 0.52210446 |
| Kurtosis | -1.2241976 |
| Mean | 5.4808 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.014218697 |
| Sum | 27404 |
| Variance | 8.1884691 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 533 | |
| 8 | 524 | |
| 3 | 509 | |
| 2 | 504 | |
| 5 | 495 | |
| 1 | 489 | |
| 7 | 489 | |
| 10 | 488 | |
| 9 | 488 | |
| 6 | 481 |
| Value | Count | Frequency (%) |
| 1 | 489 | |
| 2 | 504 | |
| 3 | 509 | |
| 4 | 533 | |
| 5 | 495 | |
| 6 | 481 | |
| 7 | 489 | |
| 8 | 524 | |
| 9 | 488 | |
| 10 | 488 |
| Value | Count | Frequency (%) |
| 10 | 488 | |
| 9 | 488 | |
| 8 | 524 | |
| 7 | 489 | |
| 6 | 481 | |
| 5 | 495 | |
| 4 | 533 | |
| 3 | 509 | |
| 2 | 504 | |
| 1 | 489 |
Sleep_Hours_per_Night
Real number (ℝ)
| Distinct | 51 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.48814 |
| Minimum | 4 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 4.2 |
| Q1 | 5.2 |
| median | 6.5 |
| Q3 | 7.7 |
| 95-th percentile | 8.8 |
| Maximum | 9 |
| Range | 5 |
| Interquartile range (IQR) | 2.5 |
Descriptive statistics
| Standard deviation | 1.4522834 |
|---|---|
| Coefficient of variation (CV) | 0.22383664 |
| Kurtosis | -1.2035237 |
| Mean | 6.48814 |
| Median Absolute Deviation (MAD) | 1.3 |
| Skewness | -0.0033305739 |
| Sum | 32440.7 |
| Variance | 2.1091272 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6.6 | 119 | 2.4% |
| 6.8 | 116 | 2.3% |
| 4.2 | 116 | 2.3% |
| 7.7 | 115 | 2.3% |
| 4.3 | 113 | 2.3% |
| 7.9 | 113 | 2.3% |
| 6.9 | 112 | 2.2% |
| 8.9 | 112 | 2.2% |
| 4.7 | 112 | 2.2% |
| 4.9 | 110 | 2.2% |
| Other values (41) | 3862 |
| Value | Count | Frequency (%) |
| 4 | 49 | |
| 4.1 | 104 | |
| 4.2 | 116 | |
| 4.3 | 113 | |
| 4.4 | 104 | |
| 4.5 | 91 | |
| 4.6 | 100 | |
| 4.7 | 112 | |
| 4.8 | 99 | |
| 4.9 | 110 |
| Value | Count | Frequency (%) |
| 9 | 49 | |
| 8.9 | 112 | |
| 8.8 | 90 | |
| 8.7 | 98 | |
| 8.6 | 100 | |
| 8.5 | 104 | |
| 8.4 | 92 | |
| 8.3 | 95 | |
| 8.2 | 99 | |
| 8.1 | 91 |
Interactions
Correlations
| Age | Assignments_Avg | Attendance (%) | Department | Extracurricular_Activities | Family_Income_Level | Final_Score | First_Name | Gender | Grade | Internet_Access_at_Home | Last_Name | Midterm_Score | Parent_Education_Level | Participation_Score | Projects_Score | Quizzes_Avg | Sleep_Hours_per_Night | Stress_Level (1-10) | Study_Hours_per_Week | Total_Score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | -0.033 | 0.010 | 0.016 | 0.032 | 0.012 | -0.016 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.006 | 0.031 | -0.014 | 0.003 | 0.007 | -0.005 | -0.005 | 0.002 | 0.017 |
| Assignments_Avg | -0.033 | 1.000 | -0.038 | 0.000 | 0.028 | 0.035 | 0.010 | 0.000 | 0.034 | 0.000 | 0.016 | 0.000 | -0.007 | 0.000 | 0.014 | 0.007 | 0.007 | 0.019 | 0.011 | 0.024 | 0.001 |
| Attendance (%) | 0.010 | -0.038 | 1.000 | 0.017 | 0.000 | 0.000 | -0.026 | 0.000 | 0.000 | 0.374 | 0.000 | 0.026 | -0.008 | 0.000 | -0.030 | -0.013 | -0.029 | -0.036 | 0.012 | 0.016 | -0.020 |
| Department | 0.016 | 0.000 | 0.017 | 1.000 | 0.000 | 0.023 | 0.029 | 0.025 | 0.000 | 0.011 | 0.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.031 | 0.000 | 0.019 | 0.000 |
| Extracurricular_Activities | 0.032 | 0.028 | 0.000 | 0.000 | 1.000 | 0.006 | 0.000 | 0.008 | 0.000 | 0.026 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.000 | 0.023 | 0.039 | 0.000 | 0.000 |
| Family_Income_Level | 0.012 | 0.035 | 0.000 | 0.023 | 0.006 | 1.000 | 0.019 | 0.018 | 0.026 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.030 | 0.015 |
| Final_Score | -0.016 | 0.010 | -0.026 | 0.029 | 0.000 | 0.019 | 1.000 | 0.017 | 0.000 | 0.011 | 0.031 | 0.000 | 0.001 | 0.000 | 0.014 | -0.003 | 0.003 | -0.014 | -0.000 | 0.009 | 0.007 |
| First_Name | 0.000 | 0.000 | 0.000 | 0.025 | 0.008 | 0.018 | 0.017 | 1.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.014 | 0.000 | 0.000 | 0.015 | 0.000 | 0.022 | 0.019 | 0.010 | 0.030 |
| Gender | 0.029 | 0.034 | 0.000 | 0.000 | 0.000 | 0.026 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.026 | 0.000 | 0.000 | 0.033 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 |
| Grade | 0.000 | 0.000 | 0.374 | 0.011 | 0.026 | 0.000 | 0.011 | 0.013 | 0.000 | 1.000 | 0.000 | 0.013 | 0.026 | 0.000 | 0.010 | 0.000 | 0.000 | 0.030 | 0.000 | 0.019 | 0.033 |
| Internet_Access_at_Home | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.000 | 0.000 | 1.000 | 0.008 | 0.000 | 0.034 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Last_Name | 0.000 | 0.000 | 0.026 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.008 | 1.000 | 0.022 | 0.000 | 0.010 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 |
| Midterm_Score | 0.006 | -0.007 | -0.008 | 0.000 | 0.000 | 0.000 | 0.001 | 0.014 | 0.026 | 0.026 | 0.000 | 0.022 | 1.000 | 0.034 | -0.001 | 0.014 | -0.011 | -0.004 | 0.020 | 0.002 | -0.001 |
| Parent_Education_Level | 0.031 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.034 | 0.000 | 0.034 | 1.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Participation_Score | -0.014 | 0.014 | -0.030 | 0.000 | 0.031 | 0.000 | 0.014 | 0.000 | 0.000 | 0.010 | 0.000 | 0.010 | -0.001 | 0.009 | 1.000 | -0.026 | -0.006 | -0.006 | -0.006 | -0.005 | -0.034 |
| Projects_Score | 0.003 | 0.007 | -0.013 | 0.000 | 0.000 | 0.000 | -0.003 | 0.015 | 0.033 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | -0.026 | 1.000 | 0.005 | -0.004 | -0.015 | 0.004 | -0.018 |
| Quizzes_Avg | 0.007 | 0.007 | -0.029 | 0.027 | 0.000 | 0.000 | 0.003 | 0.000 | 0.012 | 0.000 | 0.000 | 0.000 | -0.011 | 0.000 | -0.006 | 0.005 | 1.000 | 0.002 | 0.001 | 0.020 | 0.014 |
| Sleep_Hours_per_Night | -0.005 | 0.019 | -0.036 | 0.031 | 0.023 | 0.016 | -0.014 | 0.022 | 0.000 | 0.030 | 0.000 | 0.009 | -0.004 | 0.000 | -0.006 | -0.004 | 0.002 | 1.000 | 0.008 | -0.004 | 0.002 |
| Stress_Level (1-10) | -0.005 | 0.011 | 0.012 | 0.000 | 0.039 | 0.000 | -0.000 | 0.019 | 0.000 | 0.000 | 0.000 | 0.000 | 0.020 | 0.000 | -0.006 | -0.015 | 0.001 | 0.008 | 1.000 | 0.004 | 0.004 |
| Study_Hours_per_Week | 0.002 | 0.024 | 0.016 | 0.019 | 0.000 | 0.030 | 0.009 | 0.010 | 0.000 | 0.019 | 0.000 | 0.000 | 0.002 | 0.000 | -0.005 | 0.004 | 0.020 | -0.004 | 0.004 | 1.000 | -0.013 |
| Total_Score | 0.017 | 0.001 | -0.020 | 0.000 | 0.000 | 0.015 | 0.007 | 0.030 | 0.000 | 0.033 | 0.000 | 0.000 | -0.001 | 0.000 | -0.034 | -0.018 | 0.014 | 0.002 | 0.004 | -0.013 | 1.000 |
Missing values
Sample
| Student_ID | First_Name | Last_Name | Gender | Age | Department | Attendance (%) | Midterm_Score | Final_Score | Assignments_Avg | Quizzes_Avg | Participation_Score | Projects_Score | Total_Score | Grade | Study_Hours_per_Week | Extracurricular_Activities | Internet_Access_at_Home | Parent_Education_Level | Family_Income_Level | Stress_Level (1-10) | Sleep_Hours_per_Night | ||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | S1000 | Omar | Williams | student0@university.com | Female | 22 | Engineering | 52.29 | 55.03 | 57.82 | 84.22 | 74.06 | 3.99 | 85.90 | 56.09 | F | 6.2 | No | Yes | High School | Medium | 5 | 4.7 |
| 1 | S1001 | Maria | Brown | student1@university.com | Male | 18 | Engineering | 97.27 | 97.23 | 45.80 | NaN | 94.24 | 8.32 | 55.65 | 50.64 | A | 19.0 | No | Yes | NaN | Medium | 4 | 9.0 |
| 2 | S1002 | Ahmed | Jones | student2@university.com | Male | 24 | Business | 57.19 | 67.05 | 93.68 | 67.70 | 85.70 | 5.05 | 73.79 | 70.30 | D | 20.7 | No | Yes | Master's | Low | 6 | 6.2 |
| 3 | S1003 | Omar | Williams | student3@university.com | Female | 24 | Mathematics | 95.15 | 47.79 | 80.63 | 66.06 | 93.51 | 6.54 | 92.12 | 61.63 | A | 24.8 | Yes | Yes | High School | High | 3 | 6.7 |
| 4 | S1004 | John | Smith | student4@university.com | Female | 23 | CS | 54.18 | 46.59 | 78.89 | 96.85 | 83.70 | 5.97 | 68.42 | 66.13 | F | 15.4 | Yes | Yes | High School | High | 2 | 7.1 |
| 5 | S1005 | Liam | Brown | student5@university.com | Male | 21 | Engineering | NaN | 78.85 | 43.53 | 71.40 | 52.20 | 6.38 | 67.29 | 62.08 | B | 8.5 | Yes | Yes | PhD | High | 1 | 5.0 |
| 6 | S1006 | Ahmed | Jones | student6@university.com | Male | 24 | Business | 57.60 | 66.26 | 89.07 | 84.52 | 98.40 | 2.30 | 93.65 | 83.21 | F | 21.3 | No | Yes | NaN | Low | 5 | 6.4 |
| 7 | S1007 | Ahmed | Smith | student7@university.com | Male | 19 | Engineering | 51.91 | 45.67 | 73.96 | 80.12 | 95.90 | 3.73 | 93.24 | 81.93 | F | 27.3 | Yes | No | NaN | Medium | 4 | 4.3 |
| 8 | S1008 | Omar | Smith | student8@university.com | Female | 21 | CS | 85.97 | 84.42 | 90.87 | 57.05 | 56.33 | 0.51 | 94.01 | 95.62 | A | 8.0 | No | No | Bachelor's | Low | 9 | 8.8 |
| 9 | S1009 | Sara | Smith | student9@university.com | Female | 22 | Engineering | 64.01 | 87.96 | 98.47 | 96.98 | 55.63 | 5.88 | 78.60 | 84.99 | A | 9.6 | No | Yes | NaN | Medium | 10 | 6.4 |
| Student_ID | First_Name | Last_Name | Gender | Age | Department | Attendance (%) | Midterm_Score | Final_Score | Assignments_Avg | Quizzes_Avg | Participation_Score | Projects_Score | Total_Score | Grade | Study_Hours_per_Week | Extracurricular_Activities | Internet_Access_at_Home | Parent_Education_Level | Family_Income_Level | Stress_Level (1-10) | Sleep_Hours_per_Night | ||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4990 | S5990 | Ali | Johnson | student4990@university.com | Male | 24 | CS | 80.53 | 87.83 | 43.70 | 69.29 | 69.46 | 1.84 | 65.16 | 81.18 | F | 15.2 | No | Yes | NaN | Low | 7 | 7.1 |
| 4991 | S5991 | John | Williams | student4991@university.com | Female | 20 | Engineering | 55.54 | 59.68 | 63.09 | NaN | 56.92 | 2.32 | 81.30 | 89.55 | D | 18.8 | Yes | Yes | NaN | Low | 5 | 6.8 |
| 4992 | S5992 | Sara | Johnson | student4992@university.com | Male | 18 | CS | NaN | 61.44 | 64.59 | NaN | 50.11 | 3.53 | 80.08 | 62.51 | A | 23.3 | Yes | No | High School | Medium | 1 | 6.2 |
| 4993 | S5993 | Ali | Johnson | student4993@university.com | Female | 22 | Business | 99.21 | 60.16 | 59.18 | 59.74 | 63.01 | 2.70 | 69.56 | 85.86 | A | 16.9 | No | Yes | NaN | Low | 2 | 7.8 |
| 4994 | S5994 | John | Johnson | student4994@university.com | Female | 19 | Mathematics | NaN | 69.92 | 55.48 | 75.26 | 54.36 | 8.03 | 64.36 | 55.88 | F | 25.5 | No | Yes | High School | Low | 2 | 4.1 |
| 4995 | S5995 | Ahmed | Jones | student4995@university.com | Male | 19 | Business | NaN | 82.15 | 60.33 | 80.09 | 99.32 | 5.00 | 58.42 | 85.21 | D | 25.5 | No | Yes | High School | Low | 10 | 8.3 |
| 4996 | S5996 | Emma | Brown | student4996@university.com | Male | 19 | Business | 65.11 | 86.31 | 49.80 | NaN | 88.08 | 2.79 | 60.87 | 95.96 | C | 5.0 | No | Yes | NaN | Medium | 4 | 4.0 |
| 4997 | S5997 | John | Brown | student4997@university.com | Female | 24 | CS | 87.54 | 63.55 | 64.21 | 94.28 | 50.19 | 3.13 | 82.65 | 54.25 | A | 24.8 | Yes | No | High School | Medium | 4 | 6.3 |
| 4998 | S5998 | Sara | Davis | student4998@university.com | Male | 23 | CS | 92.56 | 79.79 | 94.28 | 81.20 | 61.18 | 0.40 | 94.29 | 55.84 | A | 16.1 | Yes | Yes | Bachelor's | Low | 1 | 8.4 |
| 4999 | S5999 | Maria | Brown | student4999@university.com | Female | 21 | Engineering | 83.92 | 83.24 | 53.47 | 51.76 | 83.51 | 0.49 | 69.25 | 77.86 | F | 29.2 | No | Yes | PhD | Low | 2 | 6.1 |